Skip to main content

2019 | OriginalPaper | Buchkapitel

An Efficient Premiumness and Utility-Based Itemset Placement Scheme for Retail Stores

verfasst von : Parul Chaudhary, Anirban Mondal, Polepalli Krishna Reddy

Erschienen in: Database and Expert Systems Applications

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

In retail stores, the placement of items on the shelf space significantly impacts the sales of items. In particular, the probability of sales of a given item is typically considerably higher when it is placed in a premium (i.e., highly visible/easily accessible) slot as opposed to a non-premium slot. In this paper, we address the problem of maximizing the revenue for the retailer by determining the placement of the itemsets in different types of slots with varied premiumness such that each item is placed at least once in any of the slots. We first propose the notion of premiumness of slots in a given retail store. Then we discuss a framework for efficiently identifying itemsets from a transactional database and placing these itemsets by mapping itemsets with different revenue to slots with varied premiumness for maximizing retailer revenue. Our performance evaluation on both synthetic and real datasets demonstrate that the proposed scheme indeed improves the retailer revenue by up to 45% w.r.t. a recent existing scheme.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Hansen, P., Heinsbroek, H.: Product selection and space allocation in supermarkets. Eur. J. Oper. Res. 3(6), 474–484 (1979)CrossRef Hansen, P., Heinsbroek, H.: Product selection and space allocation in supermarkets. Eur. J. Oper. Res. 3(6), 474–484 (1979)CrossRef
2.
Zurück zum Zitat Yang, M.H., Chen, W.C.: A study on shelf space allocation and management. Int. J. Prod. Econ. 60, 309–317 (1999)CrossRef Yang, M.H., Chen, W.C.: A study on shelf space allocation and management. Int. J. Prod. Econ. 60, 309–317 (1999)CrossRef
3.
Zurück zum Zitat Yang, M.H.: An efficient algorithm to allocate shelf space. Eur. J. Oper. Res. 131(1), 107–118 (2001)CrossRef Yang, M.H.: An efficient algorithm to allocate shelf space. Eur. J. Oper. Res. 131(1), 107–118 (2001)CrossRef
4.
Zurück zum Zitat Chen, M.C., Lin, C.P.: A data mining approach to product assortment and shelf space allocation. Expert Syst. Appl. 32(4), 976–986 (2007)CrossRef Chen, M.C., Lin, C.P.: A data mining approach to product assortment and shelf space allocation. Expert Syst. Appl. 32(4), 976–986 (2007)CrossRef
5.
Zurück zum Zitat Chen, Y.L., Chen, J.M., Tung, C.W.: A data mining approach for retail knowledge discovery with consideration of the effect of shelf-space adjacency on sales. Decis. Support Syst. 42(3), 1503–1520 (2006)CrossRef Chen, Y.L., Chen, J.M., Tung, C.W.: A data mining approach for retail knowledge discovery with consideration of the effect of shelf-space adjacency on sales. Decis. Support Syst. 42(3), 1503–1520 (2006)CrossRef
7.
Zurück zum Zitat Hart, C.: The retail accordion and assortment strategies: an exploratory study. Int. Rev. Retail Distrib. Consum. Res. 9(2), 111–126 (1999) Hart, C.: The retail accordion and assortment strategies: an exploratory study. Int. Rev. Retail Distrib. Consum. Res. 9(2), 111–126 (1999)
8.
Zurück zum Zitat Agrawal, R., Srikant, R.: Fast algorithms for mining association rules. Proc. VLDB 1215, 487–499 (1994) Agrawal, R., Srikant, R.: Fast algorithms for mining association rules. Proc. VLDB 1215, 487–499 (1994)
9.
Zurück zum Zitat Han, J., Pei, J., Yin, Y.: Mining frequent patterns without candidate generation. Proc. ACM SIGMOD 29, 1–12 (2000)CrossRef Han, J., Pei, J., Yin, Y.: Mining frequent patterns without candidate generation. Proc. ACM SIGMOD 29, 1–12 (2000)CrossRef
11.
Zurück zum Zitat Liu, Y., Liao, W.K., Choudhary, A.: A fast high utility itemsets mining algorithm. In: Proceedings of 1st International Workshop on Utility-Based Data Mining, pp. 90–99 (2005) Liu, Y., Liao, W.K., Choudhary, A.: A fast high utility itemsets mining algorithm. In: Proceedings of 1st International Workshop on Utility-Based Data Mining, pp. 90–99 (2005)
16.
Zurück zum Zitat Liu, M., Qu, J.: Mining high utility itemsets without candidate generation. In: Proceedings of CIKM, pp. 55–64 (2012) Liu, M., Qu, J.: Mining high utility itemsets without candidate generation. In: Proceedings of CIKM, pp. 55–64 (2012)
17.
Zurück zum Zitat Tseng, V.S., Wu, C.W., Fournier-Viger, P., Philip, S.Y.: Efficient algorithms for mining the concise and lossless representation of high utility itemsets. In: IEEE TKDE, pp. 726–739 (2015) Tseng, V.S., Wu, C.W., Fournier-Viger, P., Philip, S.Y.: Efficient algorithms for mining the concise and lossless representation of high utility itemsets. In: IEEE TKDE, pp. 726–739 (2015)
18.
Zurück zum Zitat Tseng, V.S., Wu, C.W., Shie, B.E., Yu, P.S.: UP-Growth: an efficient algorithm for high utility itemset mining. In: Proceedings of ACM SIGKDD, pp. 253–262 (2010) Tseng, V.S., Wu, C.W., Shie, B.E., Yu, P.S.: UP-Growth: an efficient algorithm for high utility itemset mining. In: Proceedings of ACM SIGKDD, pp. 253–262 (2010)
19.
Zurück zum Zitat Chan, R., Yang, Q., Shen, Y.D.: Mining high utility itemsets. In: Proceedings of ICDM, pp. 19–26 (2003) Chan, R., Yang, Q., Shen, Y.D.: Mining high utility itemsets. In: Proceedings of ICDM, pp. 19–26 (2003)
21.
Zurück zum Zitat Fournier-Viger, P., Wu, C.-W., Zida, S., Tseng, V.S.: FHM: faster high-utility itemset mining using estimated utility co-occurrence pruning. In: Andreasen, T., Christiansen, H., Cubero, J.-C., Raś, Zbigniew W. (eds.) ISMIS 2014. LNCS (LNAI), vol. 8502, pp. 83–92. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-08326-1_9CrossRef Fournier-Viger, P., Wu, C.-W., Zida, S., Tseng, V.S.: FHM: faster high-utility itemset mining using estimated utility co-occurrence pruning. In: Andreasen, T., Christiansen, H., Cubero, J.-C., Raś, Zbigniew W. (eds.) ISMIS 2014. LNCS (LNAI), vol. 8502, pp. 83–92. Springer, Cham (2014). https://​doi.​org/​10.​1007/​978-3-319-08326-1_​9CrossRef
22.
23.
Zurück zum Zitat Chaudhary, P., Mondal, A., Reddy, P.K.: A diversification-aware itemset placement framework for long-term sustainability of retail businesses. In: Hartmann, S., Ma, H., Hameurlain, A., Pernul, G., Wagner, R.R. (eds.) DEXA 2018. LNCS, vol. 11029, pp. 103–118. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-98809-2_7CrossRef Chaudhary, P., Mondal, A., Reddy, P.K.: A diversification-aware itemset placement framework for long-term sustainability of retail businesses. In: Hartmann, S., Ma, H., Hameurlain, A., Pernul, G., Wagner, R.R. (eds.) DEXA 2018. LNCS, vol. 11029, pp. 103–118. Springer, Cham (2018). https://​doi.​org/​10.​1007/​978-3-319-98809-2_​7CrossRef
24.
Zurück zum Zitat Corsten, D., Gruen, T.: Desperately seeking shelf availability: an examination of the extent, the causes, and the efforts to address retail out-of-stocks. Int. J. Retail Distrib. Manag. 31, 605–617 (2003)CrossRef Corsten, D., Gruen, T.: Desperately seeking shelf availability: an examination of the extent, the causes, and the efforts to address retail out-of-stocks. Int. J. Retail Distrib. Manag. 31, 605–617 (2003)CrossRef
26.
Zurück zum Zitat Jaysawal, B.P., Huang, J.W.: DMHUPS: discovering multiple high utility patterns simultaneously. Int. J. Knowl. Inf. Syst. 59(2), 337–359 (2019)CrossRef Jaysawal, B.P., Huang, J.W.: DMHUPS: discovering multiple high utility patterns simultaneously. Int. J. Knowl. Inf. Syst. 59(2), 337–359 (2019)CrossRef
27.
Zurück zum Zitat Flamand, T., Ghoniem, A., Haouari, M., Maddah, B.: Integrated assortment planning and store-wide shelf space allocation: an optimization-based approach. Int. J. Manag. Sci.: Omega 81, 134–149 (2018) Flamand, T., Ghoniem, A., Haouari, M., Maddah, B.: Integrated assortment planning and store-wide shelf space allocation: an optimization-based approach. Int. J. Manag. Sci.: Omega 81, 134–149 (2018)
Metadaten
Titel
An Efficient Premiumness and Utility-Based Itemset Placement Scheme for Retail Stores
verfasst von
Parul Chaudhary
Anirban Mondal
Polepalli Krishna Reddy
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-27615-7_22

Premium Partner